Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "4"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 4 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 117 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 115 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 4, Node N01:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459934 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.323019 0.876810 1.590304 2.172979 0.236202 1.979621 7.625654 9.527114 0.6654 0.6755 0.4092 nan nan
2459933 RF_maintenance 0.00% - - - - - 0.517741 1.329244 1.784600 2.451624 0.523025 0.505787 2.562793 0.527087 nan nan nan nan nan
2459932 RF_maintenance 0.00% - - - - - 0.681199 2.705170 1.907631 2.347549 -1.038581 -0.128909 -2.456026 -4.185704 nan nan nan nan nan
2459931 RF_maintenance 100.00% - - - - - -0.177251 0.811104 1.472477 1.877435 0.009505 -0.222200 17.429888 9.020967 nan nan nan nan nan
2459930 RF_maintenance 100.00% - - - - - -0.215173 1.115083 0.413816 1.010615 0.999545 0.246746 12.770519 2.606644 nan nan nan nan nan
2459929 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.766998 -0.190457 -1.120627 0.084969 0.224198 -0.399370 -0.981016 -0.362719 0.7745 0.7670 0.2260 nan nan
2459928 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.016524 -0.301973 -1.238314 -1.941083 5.785124 1.977497 81.731003 40.275483 0.6445 0.6573 0.4129 nan nan
2459927 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.348793 -0.216168 -1.544978 -1.619831 1.657970 1.747741 -0.377720 -0.657565 0.5692 0.5916 0.3519 nan nan
2459926 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.039338 -0.433548 -1.732421 -0.098028 1.006631 3.426321 -0.411632 1.156262 0.7716 0.7852 0.2290 nan nan
2459925 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.047895 -0.264888 0.037517 -0.234807 14.590640 28.291408 -0.932510 -0.254701 0.7619 0.7588 0.2414 nan nan
2459924 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.027938 1.253339 4.142786 4.953673 15.735599 19.165318 81.321198 152.150871 0.6370 0.6407 0.3767 nan nan
2459923 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.725016 0.186514 7.895270 5.921146 17.865168 22.908128 12.886482 11.584351 0.5743 0.6596 0.3656 nan nan
2459922 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.536727 0.253660 5.681407 3.938721 33.910376 21.092632 40.047615 35.984241 0.4983 0.6251 0.4357 nan nan
2459921 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.223638 1.206216 4.959576 2.180460 39.098254 7.107627 152.377778 58.182789 0.5870 0.6598 0.4325 nan nan
2459920 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.247215 2.396876 2.996839 0.053938 8.367766 4.175736 46.199439 39.040088 0.6180 0.6599 0.4347 nan nan
2459919 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.734855 3.731835 5.609393 1.055566 9.674645 2.773033 51.745731 24.449400 0.5552 0.6419 0.4258 nan nan
2459918 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.287966 4.205975 3.706747 0.345328 6.885897 0.464027 124.814379 49.774431 0.6368 0.6680 0.4088 nan nan
2459917 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.570342 2.921222 3.026858 0.978762 24.198588 7.042698 92.430848 35.798021 0.6862 0.7006 0.4713 nan nan
2459916 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.555844 3.465655 1.054072 0.244469 4.581612 4.918514 76.587250 88.572909 0.6563 0.6671 0.4114 nan nan
2459915 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.485777 2.039483 -1.429718 -0.787948 10.693336 7.781938 22.996085 20.719762 0.7072 0.7054 0.3749 nan nan
2459914 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.258415 3.114396 1.267690 -0.850204 1.957542 0.305249 14.694969 3.718558 0.7201 0.7275 0.3280 nan nan
2459913 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.096870 0.245786 1.954938 0.322213 1.500678 12.883125 -0.744431 -0.550125 0.6893 0.6792 0.4170 nan nan
2459912 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.802829 -0.277814 1.662710 0.346332 2.112007 5.357805 -1.429356 -1.291996 0.6646 0.6752 0.4189 nan nan
2459911 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.030295 2.724811 -0.565540 -0.669837 9.734373 20.387015 124.179108 130.290195 0.6655 0.6639 0.4198 nan nan
2459910 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.026708 2.129768 -0.714761 -1.188501 14.469455 23.566022 106.009096 147.492262 0.6692 0.6668 0.4178 nan nan
2459909 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.175566 1.123252 0.784526 -0.277749 8.783279 10.333562 29.377113 88.270418 0.6653 0.6668 0.4172 nan nan
2459908 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.050709 2.498701 0.758853 -1.124509 2.885065 3.473692 22.544015 45.221866 0.6719 0.6752 0.4139 nan nan
2459907 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.502503 1.540678 1.381338 -0.172930 2.172034 3.665392 45.757929 101.593423 0.6676 0.6717 0.4108 nan nan
2459906 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.700025 1.614319 2.001484 0.769899 4.454455 4.540899 13.169186 34.132469 0.6590 0.6641 0.4116 nan nan
2459905 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.567230 1.737714 1.384988 -0.579748 5.937543 18.146573 54.759904 100.926997 0.6499 0.6582 0.4219 nan nan
2459904 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.338674 0.565986 1.763002 0.575252 -0.435916 5.151984 -2.812603 -1.951904 0.6546 0.6609 0.4149 nan nan
2459903 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.275220 1.856186 1.438098 0.122634 -0.502672 1.650597 -1.803734 1.952046 0.6596 0.6629 0.4151 nan nan
2459902 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.163665 1.688206 2.394441 1.285757 1.667913 1.107749 14.899421 49.101011 0.6657 0.6636 0.4042 nan nan
2459901 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.918799 0.905011 1.649537 0.356428 1.185186 2.100690 37.840403 75.980865 0.6651 0.6625 0.4073 nan nan
2459900 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.114274 1.451953 1.559507 0.584725 8.292052 7.663594 28.848526 30.861026 0.6184 0.6121 0.3510 nan nan
2459898 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.493804 0.988848 2.126121 1.458290 1.564964 0.751830 -2.950019 -2.811431 0.6683 0.6626 0.4076 nan nan
2459897 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.960329 1.081744 2.208060 0.793229 4.869568 16.245073 4.938082 8.090713 0.6728 0.6652 0.4063 nan nan
2459896 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.335664 1.040235 2.240082 1.117486 1.854458 6.083019 15.826176 70.967332 0.6704 0.6677 0.4044 nan nan
2459895 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.768491 1.684842 2.344153 1.188219 6.269350 18.619187 7.560013 14.107531 0.7683 0.7485 0.2798 nan nan
2459894 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.243162 1.811080 1.158873 0.059638 4.264545 17.776259 17.326623 34.335235 0.6903 0.6741 0.3919 nan nan
2459893 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.155545 1.343233 0.727827 1.237885 10.643717 2.378264 9.725232 0.255836 0.6878 0.6708 0.3958 nan nan
2459892 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.207535 0.835669 1.104430 1.508225 3.823441 3.082701 34.383479 31.256876 0.6842 0.6749 0.3938 nan nan
2459891 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.097926 4.174347 5.915497 7.225507 22.657509 14.647852 1.158170 0.807621 0.6149 0.5898 0.3821 nan nan
2459890 RF_maintenance 100.00% 6.38% 0.00% 0.00% - - 0.576258 3.208501 4.077255 2.846014 55.378472 54.549068 62.274427 52.397771 0.5618 0.5736 0.3474 nan nan
2459889 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.993932 2.960411 0.133876 0.033447 0.177742 -0.115571 2.500503 0.035644 0.6818 0.6649 0.3936 nan nan
2459888 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.761131 2.827235 0.545656 0.097076 0.192461 0.182938 4.002296 1.281535 0.6948 0.6821 0.3884 nan nan
2459887 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.144060 1.828982 4.351309 2.813506 -1.284910 0.155118 5.196702 1.614534 0.6627 0.6614 0.3956 nan nan
2459886 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.604436 0.473586 3.490217 2.365317 21.145807 19.133117 4.000654 3.097965 0.7529 0.7377 0.3300 nan nan
2459885 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.664685 3.670905 2.739994 -0.245964 0.964051 0.594955 3.471459 0.519720 0.7313 0.7144 0.3595 nan nan
2459884 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.339623 2.408546 0.456655 0.001448 -0.390131 1.552346 2.746069 0.106241 0.6830 0.6689 0.4014 nan nan
2459883 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.087091 4.507916 2.580115 -0.128212 -0.931852 -0.153408 6.822437 1.976692 0.6816 0.6725 0.3919 nan nan
2459882 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.010457 3.513635 2.774662 -0.277634 1.028227 0.862415 0.586680 1.290280 0.6864 0.6761 0.3877 nan nan
2459881 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.734280 3.754454 3.286274 -0.283252 -0.068523 0.650949 5.880192 0.820305 0.6791 0.6732 0.3988 nan nan
2459879 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.065932 2.292183 0.648314 0.238150 -0.345964 1.277462 0.872560 -0.427999 0.6671 0.6676 0.4063 nan nan
2459878 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.245733 5.279007 4.098594 0.206019 0.250910 0.093523 19.415860 1.994229 0.6702 0.6727 0.4008 nan nan
2459876 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.916730 3.737985 2.707572 -0.356406 0.432315 0.046810 1.157872 -0.733574 0.6951 0.6694 0.3912 nan nan
2459875 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.551715 2.695759 3.185073 -0.080841 0.792962 0.682378 3.719663 -0.110281 0.6959 0.6947 0.3953 nan nan
2459874 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.644678 6.374418 1.198667 -0.568816 0.242645 -0.008175 1.813279 0.282601 0.6877 0.6688 0.3833 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.260962 4.566193 1.472432 -0.376945 0.691833 0.230511 1.855354 -0.172926 0.6947 0.6679 0.3849 nan nan
2459872 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.581190 2.576973 1.442150 0.239758 0.764694 1.349761 0.464448 -1.063192 0.6877 0.6764 0.3910 nan nan
2459871 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.872088 1.822069 2.720698 -0.130765 1.094691 1.638037 3.117297 0.744612 0.6942 0.6713 0.3855 nan nan
2459870 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 427.123641 427.747932 inf inf 7716.598834 8025.402923 14041.893865 14630.391370 nan nan nan nan nan
2459869 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 2.604096 3.650656 2.182912 -0.477967 0.264371 -0.357760 1.288720 0.237152 0.7057 0.6956 0.3812 nan nan
2459868 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.392898 5.243593 3.277361 -0.162765 0.523184 -0.437096 3.023589 -0.545674 0.6891 0.6691 0.4023 nan nan
2459867 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.377624 4.578089 2.104993 -0.237828 -0.265230 -0.465156 1.168317 -0.522790 0.7020 0.6738 0.4026 nan nan
2459866 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.307046 4.949780 2.144382 -0.271604 -0.430299 -0.028463 1.356869 -0.613010 0.7012 0.6743 0.3952 nan nan
2459865 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.773217 4.412321 1.824017 -0.199646 0.256370 -0.023405 0.938860 0.589956 0.7245 0.6997 0.3616 nan nan
2459864 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.506449 7.191824 1.933051 0.782910 -0.117051 -0.448893 1.011532 -0.167599 0.6926 0.6632 0.4139 nan nan
2459863 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.911547 4.533615 0.778691 0.613670 0.654357 1.068926 2.015794 -0.196520 0.6864 0.6524 0.4045 nan nan
2459862 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.408644 4.344067 1.901279 0.777455 1.250189 -0.634575 2.736202 -0.177938 0.6780 0.6851 0.4161 nan nan
2459861 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.067765 3.327192 0.923906 0.854555 0.330544 0.649750 1.002475 -0.353171 0.7097 0.6667 0.4162 nan nan
2459860 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.252854 3.536022 1.791577 0.645297 0.762176 -0.334821 0.943662 -0.702817 0.7157 0.6638 0.4163 nan nan
2459859 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.211370 3.446376 0.992056 0.944648 -0.269303 0.411143 3.212417 0.333686 0.7190 0.6683 0.4126 nan nan
2459858 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.487318 3.325154 1.037657 0.841247 -0.058858 1.220900 2.829282 0.073583 0.7294 0.6749 0.4263 3.668098 2.896336
2459857 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.661471 -0.648292 0.606499 0.309546 -0.510074 -1.154882 1.213455 0.141538 0.0251 0.0249 0.0005 nan nan
2459856 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.319604 4.904282 1.655981 0.661278 0.039284 0.014638 4.324715 0.228391 0.7183 0.6896 0.4122 3.743789 2.918068
2459855 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.424692 4.693253 1.583441 0.374453 -0.282419 0.240701 1.154216 -0.467210 0.7000 0.7047 0.4432 3.889506 3.049283
2459854 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.453370 5.549207 0.785934 -0.120282 -0.456730 -0.284356 -0.488551 -0.987324 0.7152 0.7357 0.4466 3.841183 2.790316
2459853 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.103608 4.223570 1.154236 0.000027 0.036941 -0.187846 1.432022 -0.274363 0.7434 0.6792 0.4343 3.750705 3.059273
2459852 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.768204 0.969152 0.632304 -0.576561 2.085471 1.269913 2.684333 2.123997 0.8284 0.8275 0.2528 4.577502 4.644673
2459851 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.653529 3.034228 1.118927 -0.029992 -0.078042 0.718213 -0.123409 -0.399100 0.7726 0.7406 0.3403 5.146842 3.824716
2459850 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.626095 3.721986 1.008097 -0.002736 -0.536515 -0.069040 -0.262116 -0.317954 0.7480 0.7454 0.3607 3.889289 2.797354
2459849 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.366451 3.492826 2.453395 0.474035 0.985130 1.473322 0.508022 -0.382739 0.7470 0.7379 0.3685 4.740274 3.666911
2459848 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.443747 3.209006 0.191154 -0.820712 0.221092 0.538059 1.028258 -0.719954 0.7251 0.7420 0.3858 3.844022 3.107437
2459847 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.755657 3.627963 0.013203 -0.668914 1.048399 -0.112019 0.232166 -0.744421 0.7319 0.6758 0.4392 5.342415 4.347278
2459846 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.921320 5.395661 0.443795 -0.402124 1.979577 1.397617 0.358476 -0.463548 0.8380 0.6655 0.5044 4.208553 4.093162
2459845 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.757540 5.132063 1.008552 -0.307687 1.199331 1.259335 6.768312 0.752533 0.7427 0.7479 0.3727 0.000000 0.000000
2459844 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -1.092549 -0.309853 0.803180 0.333952 2.056763 1.284604 1.428426 -0.269307 0.0246 0.0245 0.0005 nan nan
2459843 RF_maintenance 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 1.077178 5.598751 0.056941 1.079135 0.079752 0.708208 1.666439 -0.469219 0.7504 0.7384 0.3901 5.585910 4.215135
2459842 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.943609 2.699111 0.729852 1.492789 -0.285952 0.832908 0.872789 0.338281 0.7549 0.6344 0.2929 4.611158 4.386313
2459841 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.626950 0.442729 0.704843 1.367289 0.254969 -0.162482 1.187060 -0.241095 0.0249 0.0242 0.0007 nan nan
2459840 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.922209 -0.877785 0.708135 0.166848 -0.151059 -1.006785 1.795258 0.128260 0.0237 0.0232 0.0008 nan nan
2459839 RF_maintenance 0.00% - - - - - -0.010519 1.241765 1.146537 0.261431 0.748396 0.023814 2.003127 -0.668854 nan nan nan nan nan
2459838 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.181251 3.943519 0.348429 0.974736 -0.377158 0.829345 0.231668 -0.067910 0.7380 0.6685 0.4277 7.314135 5.747857
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0440 0.0370 0.0017 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -1.248017 -0.698351 -0.237655 -0.839702 -0.228755 -1.041803 0.612680 -0.461070 0.0434 0.0371 0.0018 nan nan
2459833 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.581760 -0.630964 0.965267 1.023119 -0.493119 -0.402058 1.975209 0.498723 0.0402 0.0355 0.0018 nan nan
2459832 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.713393 7.652966 0.352123 0.738537 -0.543284 1.357620 0.563172 -0.738605 0.8068 0.4992 0.6141 3.648786 3.169628
2459831 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.290291 1.117707 0.890450 0.247143 0.578928 -0.383432 1.506070 -0.302617 0.0559 0.0405 0.0031 nan nan
2459830 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459829 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.553483 7.027887 1.015237 1.667639 3.505067 0.602102 2.176082 -0.514601 0.7423 0.6250 0.4427 62.766421 35.376029
2459828 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.184153 5.331611 -0.878511 1.891111 -0.452021 -0.726821 6.142774 1.106254 0.7997 0.5104 0.5724 6.665361 8.860879
2459827 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.222731 6.140671 -0.363628 1.972120 -0.441583 -0.159753 5.373364 0.361201 0.7534 0.6267 0.4478 17.004295 9.502904
2459826 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.508512 4.671550 -0.444778 1.461919 -0.769471 -0.994033 -0.093765 -0.588002 0.7939 0.5279 0.5479 10.125242 14.443908
2459825 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.537519 4.576078 -0.997712 1.332598 7.659640 7.235824 7.982915 5.507466 0.7916 0.5327 0.5495 2.573925 1.996785
2459824 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 198.146054 195.231812 inf inf 3160.985192 3232.919946 5948.164156 6352.920521 nan nan nan 0.000000 0.000000
2459823 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.307505 3.257683 -0.521105 1.630455 -0.547578 -0.817576 0.269298 -0.191831 0.7564 0.5895 0.5020 15.265260 15.810155
2459822 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.685107 4.589902 -0.821319 1.924864 -0.851639 -0.496895 2.686573 -0.351011 0.7903 0.5591 0.5406 4.641249 4.459183
2459821 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.229064 5.836498 -0.826770 1.826250 -0.170596 0.376123 0.226355 -0.026481 0.7806 0.5728 0.5339 4.525347 4.516854
2459820 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459817 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 328.324943 328.653591 inf inf 592.213273 551.063215 1949.012332 1920.154517 nan nan nan 0.000000 0.000000
2459816 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.300323 3.855616 -0.969442 1.553311 -0.988273 0.288621 0.478284 -0.511318 0.8421 0.5708 0.6120 3.983026 4.128719
2459815 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 4: 2459934

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 9.527114 0.323019 0.876810 1.590304 2.172979 0.236202 1.979621 7.625654 9.527114

Antenna 4: 2459933

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 2.562793 1.329244 0.517741 2.451624 1.784600 0.505787 0.523025 0.527087 2.562793

Antenna 4: 2459932

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 2.705170 2.705170 0.681199 2.347549 1.907631 -0.128909 -1.038581 -4.185704 -2.456026

Antenna 4: 2459931

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 17.429888 -0.177251 0.811104 1.472477 1.877435 0.009505 -0.222200 17.429888 9.020967

Antenna 4: 2459930

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 12.770519 1.115083 -0.215173 1.010615 0.413816 0.246746 0.999545 2.606644 12.770519

Antenna 4: 2459929

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Shape 0.766998 -0.190457 0.766998 0.084969 -1.120627 -0.399370 0.224198 -0.362719 -0.981016

Antenna 4: 2459928

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 81.731003 -0.301973 1.016524 -1.941083 -1.238314 1.977497 5.785124 40.275483 81.731003

Antenna 4: 2459927

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Variability 1.747741 -0.216168 0.348793 -1.619831 -1.544978 1.747741 1.657970 -0.657565 -0.377720

Antenna 4: 2459926

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Variability 3.426321 -0.433548 0.039338 -0.098028 -1.732421 3.426321 1.006631 1.156262 -0.411632

Antenna 4: 2459925

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Variability 28.291408 0.047895 -0.264888 0.037517 -0.234807 14.590640 28.291408 -0.932510 -0.254701

Antenna 4: 2459924

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 152.150871 1.027938 1.253339 4.142786 4.953673 15.735599 19.165318 81.321198 152.150871

Antenna 4: 2459923

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Variability 22.908128 0.186514 1.725016 5.921146 7.895270 22.908128 17.865168 11.584351 12.886482

Antenna 4: 2459922

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 40.047615 0.253660 2.536727 3.938721 5.681407 21.092632 33.910376 35.984241 40.047615

Antenna 4: 2459921

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 152.377778 0.223638 1.206216 4.959576 2.180460 39.098254 7.107627 152.377778 58.182789

Antenna 4: 2459920

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 46.199439 2.396876 0.247215 0.053938 2.996839 4.175736 8.367766 39.040088 46.199439

Antenna 4: 2459919

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 51.745731 0.734855 3.731835 5.609393 1.055566 9.674645 2.773033 51.745731 24.449400

Antenna 4: 2459918

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 124.814379 4.205975 -0.287966 0.345328 3.706747 0.464027 6.885897 49.774431 124.814379

Antenna 4: 2459917

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 92.430848 2.921222 0.570342 0.978762 3.026858 7.042698 24.198588 35.798021 92.430848

Antenna 4: 2459916

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 88.572909 0.555844 3.465655 1.054072 0.244469 4.581612 4.918514 76.587250 88.572909

Antenna 4: 2459915

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 22.996085 0.485777 2.039483 -1.429718 -0.787948 10.693336 7.781938 22.996085 20.719762

Antenna 4: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 14.694969 -0.258415 3.114396 1.267690 -0.850204 1.957542 0.305249 14.694969 3.718558

Antenna 4: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Variability 12.883125 0.245786 1.096870 0.322213 1.954938 12.883125 1.500678 -0.550125 -0.744431

Antenna 4: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Variability 5.357805 -0.277814 0.802829 0.346332 1.662710 5.357805 2.112007 -1.291996 -1.429356

Antenna 4: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 130.290195 2.724811 -0.030295 -0.669837 -0.565540 20.387015 9.734373 130.290195 124.179108

Antenna 4: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 147.492262 2.129768 -0.026708 -1.188501 -0.714761 23.566022 14.469455 147.492262 106.009096

Antenna 4: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 88.270418 1.123252 0.175566 -0.277749 0.784526 10.333562 8.783279 88.270418 29.377113

Antenna 4: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 45.221866 -0.050709 2.498701 0.758853 -1.124509 2.885065 3.473692 22.544015 45.221866

Antenna 4: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 101.593423 1.540678 0.502503 -0.172930 1.381338 3.665392 2.172034 101.593423 45.757929

Antenna 4: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 34.132469 1.614319 0.700025 0.769899 2.001484 4.540899 4.454455 34.132469 13.169186

Antenna 4: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 100.926997 1.737714 0.567230 -0.579748 1.384988 18.146573 5.937543 100.926997 54.759904

Antenna 4: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Variability 5.151984 0.565986 0.338674 0.575252 1.763002 5.151984 -0.435916 -1.951904 -2.812603

Antenna 4: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 1.952046 1.856186 0.275220 0.122634 1.438098 1.650597 -0.502672 1.952046 -1.803734

Antenna 4: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 49.101011 1.163665 1.688206 2.394441 1.285757 1.667913 1.107749 14.899421 49.101011

Antenna 4: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 75.980865 0.918799 0.905011 1.649537 0.356428 1.185186 2.100690 37.840403 75.980865

Antenna 4: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 30.861026 1.114274 1.451953 1.559507 0.584725 8.292052 7.663594 28.848526 30.861026

Antenna 4: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Power 2.126121 0.988848 1.493804 1.458290 2.126121 0.751830 1.564964 -2.811431 -2.950019

Antenna 4: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Variability 16.245073 1.081744 0.960329 0.793229 2.208060 16.245073 4.869568 8.090713 4.938082

Antenna 4: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 70.967332 1.040235 1.335664 1.117486 2.240082 6.083019 1.854458 70.967332 15.826176

Antenna 4: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Variability 18.619187 0.768491 1.684842 2.344153 1.188219 6.269350 18.619187 7.560013 14.107531

Antenna 4: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Temporal Discontinuties 34.335235 1.811080 0.243162 0.059638 1.158873 17.776259 4.264545 34.335235 17.326623

Antenna 4: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Variability 10.643717 0.155545 1.343233 0.727827 1.237885 10.643717 2.378264 9.725232 0.255836

Antenna 4: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 34.383479 0.835669 0.207535 1.508225 1.104430 3.082701 3.823441 31.256876 34.383479

Antenna 4: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Variability 22.657509 0.097926 4.174347 5.915497 7.225507 22.657509 14.647852 1.158170 0.807621

Antenna 4: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 62.274427 3.208501 0.576258 2.846014 4.077255 54.549068 55.378472 52.397771 62.274427

Antenna 4: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 2.960411 0.993932 2.960411 0.133876 0.033447 0.177742 -0.115571 2.500503 0.035644

Antenna 4: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 4.002296 2.827235 0.761131 0.097076 0.545656 0.182938 0.192461 1.281535 4.002296

Antenna 4: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 5.196702 1.828982 0.144060 2.813506 4.351309 0.155118 -1.284910 1.614534 5.196702

Antenna 4: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Variability 21.145807 0.604436 0.473586 3.490217 2.365317 21.145807 19.133117 4.000654 3.097965

Antenna 4: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.670905 3.670905 0.664685 -0.245964 2.739994 0.594955 0.964051 0.519720 3.471459

Antenna 4: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 2.746069 2.408546 0.339623 0.001448 0.456655 1.552346 -0.390131 0.106241 2.746069

Antenna 4: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 6.822437 4.507916 0.087091 -0.128212 2.580115 -0.153408 -0.931852 1.976692 6.822437

Antenna 4: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.513635 3.513635 -0.010457 -0.277634 2.774662 0.862415 1.028227 1.290280 0.586680

Antenna 4: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 4: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 5.880192 3.754454 0.734280 -0.283252 3.286274 0.650949 -0.068523 0.820305 5.880192

Antenna 4: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 2.292183 2.292183 1.065932 0.238150 0.648314 1.277462 -0.345964 -0.427999 0.872560

Antenna 4: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 19.415860 5.279007 1.245733 0.206019 4.098594 0.093523 0.250910 1.994229 19.415860

Antenna 4: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.737985 0.916730 3.737985 2.707572 -0.356406 0.432315 0.046810 1.157872 -0.733574

Antenna 4: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 3.719663 1.551715 2.695759 3.185073 -0.080841 0.792962 0.682378 3.719663 -0.110281

Antenna 4: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 6.374418 2.644678 6.374418 1.198667 -0.568816 0.242645 -0.008175 1.813279 0.282601

Antenna 4: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.566193 2.260962 4.566193 1.472432 -0.376945 0.691833 0.230511 1.855354 -0.172926

Antenna 4: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 2.576973 2.576973 1.581190 0.239758 1.442150 1.349761 0.764694 -1.063192 0.464448

Antenna 4: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 3.117297 1.822069 0.872088 -0.130765 2.720698 1.638037 1.094691 0.744612 3.117297

Antenna 4: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Power inf 427.123641 427.747932 inf inf 7716.598834 8025.402923 14041.893865 14630.391370

Antenna 4: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.650656 2.604096 3.650656 2.182912 -0.477967 0.264371 -0.357760 1.288720 0.237152

Antenna 4: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 5.243593 2.392898 5.243593 3.277361 -0.162765 0.523184 -0.437096 3.023589 -0.545674

Antenna 4: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.578089 1.377624 4.578089 2.104993 -0.237828 -0.265230 -0.465156 1.168317 -0.522790

Antenna 4: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.949780 4.949780 1.307046 -0.271604 2.144382 -0.028463 -0.430299 -0.613010 1.356869

Antenna 4: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.412321 2.773217 4.412321 1.824017 -0.199646 0.256370 -0.023405 0.938860 0.589956

Antenna 4: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 7.191824 7.191824 2.506449 0.782910 1.933051 -0.448893 -0.117051 -0.167599 1.011532

Antenna 4: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.533615 0.911547 4.533615 0.778691 0.613670 0.654357 1.068926 2.015794 -0.196520

Antenna 4: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.344067 0.408644 4.344067 1.901279 0.777455 1.250189 -0.634575 2.736202 -0.177938

Antenna 4: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.327192 3.327192 0.067765 0.854555 0.923906 0.649750 0.330544 -0.353171 1.002475

Antenna 4: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.536022 0.252854 3.536022 1.791577 0.645297 0.762176 -0.334821 0.943662 -0.702817

Antenna 4: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.446376 0.211370 3.446376 0.992056 0.944648 -0.269303 0.411143 3.212417 0.333686

Antenna 4: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.325154 3.325154 0.487318 0.841247 1.037657 1.220900 -0.058858 0.073583 2.829282

Antenna 4: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 1.213455 -0.648292 -0.661471 0.309546 0.606499 -1.154882 -0.510074 0.141538 1.213455

Antenna 4: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.904282 0.319604 4.904282 1.655981 0.661278 0.039284 0.014638 4.324715 0.228391

Antenna 4: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.693253 4.693253 0.424692 0.374453 1.583441 0.240701 -0.282419 -0.467210 1.154216

Antenna 4: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 5.549207 5.549207 0.453370 -0.120282 0.785934 -0.284356 -0.456730 -0.987324 -0.488551

Antenna 4: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 4.223570 4.223570 0.103608 0.000027 1.154236 -0.187846 0.036941 -0.274363 1.432022

Antenna 4: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 2.684333 0.768204 0.969152 0.632304 -0.576561 2.085471 1.269913 2.684333 2.123997

Antenna 4: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.034228 0.653529 3.034228 1.118927 -0.029992 -0.078042 0.718213 -0.123409 -0.399100

Antenna 4: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.721986 0.626095 3.721986 1.008097 -0.002736 -0.536515 -0.069040 -0.262116 -0.317954

Antenna 4: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.492826 0.366451 3.492826 2.453395 0.474035 0.985130 1.473322 0.508022 -0.382739

Antenna 4: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.209006 3.209006 1.443747 -0.820712 0.191154 0.538059 0.221092 -0.719954 1.028258

Antenna 4: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.627963 3.627963 0.755657 -0.668914 0.013203 -0.112019 1.048399 -0.744421 0.232166

Antenna 4: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 5.395661 0.921320 5.395661 0.443795 -0.402124 1.979577 1.397617 0.358476 -0.463548

Antenna 4: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 6.768312 5.132063 1.757540 -0.307687 1.008552 1.259335 1.199331 0.752533 6.768312

Antenna 4: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Variability 2.056763 -1.092549 -0.309853 0.803180 0.333952 2.056763 1.284604 1.428426 -0.269307

Antenna 4: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 5.598751 5.598751 1.077178 1.079135 0.056941 0.708208 0.079752 -0.469219 1.666439

Antenna 4: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 2.699111 0.943609 2.699111 0.729852 1.492789 -0.285952 0.832908 0.872789 0.338281

Antenna 4: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Power 1.367289 -0.626950 0.442729 0.704843 1.367289 0.254969 -0.162482 1.187060 -0.241095

Antenna 4: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 1.795258 -0.922209 -0.877785 0.708135 0.166848 -0.151059 -1.006785 1.795258 0.128260

Antenna 4: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 2.003127 1.241765 -0.010519 0.261431 1.146537 0.023814 0.748396 -0.668854 2.003127

Antenna 4: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 3.943519 3.943519 0.181251 0.974736 0.348429 0.829345 -0.377158 -0.067910 0.231668

Antenna 4: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 0.612680 -0.698351 -1.248017 -0.839702 -0.237655 -1.041803 -0.228755 -0.461070 0.612680

Antenna 4: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 1.975209 -0.630964 -0.581760 1.023119 0.965267 -0.402058 -0.493119 0.498723 1.975209

Antenna 4: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 7.652966 -0.713393 7.652966 0.352123 0.738537 -0.543284 1.357620 0.563172 -0.738605

Antenna 4: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 1.506070 -0.290291 1.117707 0.890450 0.247143 0.578928 -0.383432 1.506070 -0.302617

Antenna 4: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan
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